Abstract: Highlights•A novel Text-Guided Fourier Augmentation method for long-tailed visual recognition.•First work fusing textual and Fourier information to enhancing long-tailed learning.•Our end-to-end method outperforms two-stage or multi-experts long-tailed methods.•Superior over other methods in terms of efficiency and performance.
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